Table 7.
Runtime (in seconds) performance.
| Dataset name | Runtime (in seconds) | |||||
|---|---|---|---|---|---|---|
| Random forest | Gradient boosting | HistGradient boosting | XGB classifier | LGB classifier | CB classifier | |
| TON_IoT (IoT_Fridge) | 39.935 | 41.937 | 8.119 | 43.124 | 6.495 | 113.525 |
| TON_IoT (IoT_Garage_Door) | 43.233 | 54.916 | 9.368 | 50.577 | 5.997 | 124.883 |
| TON_IoT (IoT_GPS_Tracker) | 40.104 | 46.075 | 8.329 | 43.663 | 5.966 | 114.045 |
| TON_IoT (IoT_Motion_Light) | 45.709 | 52.981 | 12.657 | 51.432 | 5.019 | 132.642 |
| TON_IoT (IoT_Thermostat) | 49.82 | 36.902 | 6.753 | 36.856 | 5.447 | 95.517 |
| TON_IoT (IoT_Weather) | 51.05 | 61.381 | 8.928 | 53.552 | 6.729 | 134.768 |